中文Sign up

LibertAIDAI/deem-0.8-v1

🤗 Hugging Face sourceapache-2.0752M params1.5 GBsafetensors✓ 3 checksumsupdated today
Submit in one command

Run it next to your model folder. It makes the torrent, checks your files against Hugging Face, and submits it. You just start seeding and paste your key from your account. It only reads your files and never changes them. Read the script first if you like.

curl -fsSL https://pirateface.co/package.sh | bash -s -- --repo LibertAIDAI/deem-0.8-v1 ./model-folder
Needs a seeder →

Deem 0.8B (v1.1)

Decisions, anywhere. The full Deem decision stack on CPU — typed, calibrated choices, scores, and yes/no decisions with abstention, served by our own Rust runtime. No GPU required.

Update (v1.1): this release improves accuracy on temporal comparisons. v1.0 answered compact return-window questions ("order 60 days old" — "within the 30-day window?") from a yes-prior, and could rate P(within) + P(outside) up to 1.9. v1.1 trains the comparison itself across phrasings, with faithful verification traces: return-policy accuracy rises to 98.2% (from 96.6%), the window boundary is sharp (30 in / 31 out), and polarity consistency is exact — P(within) + P(outside) = 1.0 at every age. Standard-suite and hold-out scores hold steady. The v1.0 weights remain available under v1.0/.

Benchmarks

  • 96.2% long-policy hold-out accuracy (trap/adversarial items: 91.5%)
  • 98.2% returns-domain accuracy (v1.0: 96.6%)
  • 362ms short-form decisions on a busy desktop CPU
  • 0.9GB resident (int8 path; 1.6GB bf16-exact)
  • Near-ceiling exact-law reasoning: counting 0.976, grid 0.984, zero-count 1.000

The runtime

A single static Rust binary. No Python, no C++ dependencies at runtime.

  • Hand-written AVX-512 kernels — bf16 (vdpbf16ps) and int8 (vpdpbusd) GEMM lanes, ~3.4 TFLOPs/s isolated int8
  • Parity-gated against torch: max letter-logit diff 0.085 (bf16 noise floor)
  • Wire-compatible /v1/systemone — drop-in for the TypeSafe SDK
git clone https://github.com/Libertai/deem && cd deem/rust
cargo build --release
DEEM_CHECKPOINT=LibertAIDAI/deem-0.8-v1 ./target/release/deem-server

Runs where GPUs don't: CI runners, edge boxes, laptops, serverless micro-VMs.

License

Apache-2.0 (weights, code, and benchmark).